À propos de Rahali
Arabe
Bilingue ou natif
Français
Bilingue ou natif
Anglais
Capacité professionnelle complète
Expériences
- HUAWEIPython DeveloperTÉLÉCOMMUNICATIONSavril 2022 - Aujourd'hui (4 ans et 2 mois)Dublin, IrlandeConducted research tasks focused on generative AI using Large Language Models (LLM) for self-healing networks.▪ Tested open-source models (LLaMA, Falcon, BERT) and OpenAI API reasoning capacities required for incidentsincident troubleshooting.▪ Designed and tested prompting techniques and open source frameworks (such as chain of thoughts, React, self-refinement, RAG, and memory usage) in self-healing tasks for core and RAN networks incidents incidenttroubleshooting.▪ Designed and implemented communication mechanisms for heterogeneous multi-agent systems (combination of RLand LLM-based models) for ADN scenarios based on natural language and defined ontologies.KEYWORDS: Generative AI, LLM, Prompting, Self-refinement, Openai, Langchain, autogen, python.MLops and prototyping:▪ Adapted reinforcement learning algorithms to incorporate domain knowledge data structured in YAML files,enhancing adaptability across LTE and 5G scenarios.▪ Extended Kubernetes with new resources reflecting resources used in ADN network use cases with CustomResource Definitions (CRDs) and controllers, leveraging the python Kopf library.▪ Drive MLops initiatives, automating algorithm testing, image building, and deployment processes with GitLab CI.▪ Developed proof of concept (POC) and demonstration projects for Autonomous Driven Networks in LTE and 5G,while collaborating with data scientists and customer relations teams to prepare demos and automate deploymentprocesses on Kubernetes infrastructure.KEYWORDS: Python, machine learning, Kubernetes, Docker, MLOPS, Kafka, PostgreSQL, 5G RAN, Gitlab, JIRA.
- IRT b-comResearch And Development EngineerTÉLÉCOMMUNICATIONSseptembre 2017 - janvier 2022 (4 ans et 4 mois)Rennes, FranceContributed in research efforts within the MONB5G European project, focusing on the management and orchestration ofbeyond 5G networks.▪ Designed and developed optimization algorithms to optimize network resources in 5G environments.▪ Created and configured Kubernetes clusters for algorithm deployment.▪ Actively participated in and coordinated periodic calls, contributed to deliverable creation, and engaged in paperwriting and reviewing activities.Key Technologies: Kubernetes, Docker, Helm, Python, Deep Learning.
- OrangeR&D Engineering intern at Orange LabsTÉLÉCOMMUNICATIONSfévrier 2017 - août 2017 (6 mois)Lannion, FranceWorked on optimizing and developing video distribution solutions within a Client/CDN/Server architecture, focusing onenhancing Quality of Experience (QoE).▪ Implemented HTTP/2 and DASH (Dynamic Adaptive Streaming over HTTP) protocols to improve video streamingperformance and adaptability.▪ Utilized tools such as C/C++, FFmpeg, Nghttp2, VLC, Libcurl, and Linux to develop and test video distribution solutions.
Recommandations
Soyez le premier à recommander Rahali
Contribuez à la réussite de ce freelance en partageant votre expérience de collaboration avec lui.
Ces profils de freelance correspondent également à vos critères
Agatha Frydrych
Backend Java Software Engineer
4.7
(3)
2
Baptiste Duhen
Fullstack developer
4.6
(4)
5
Amed Hamou
Senior Lead Developer
4
(2)
7
Audrey Champion
Web developer
4.3
(3)
4
Formations
- Doctor of Philosophy - PhD, Computer ScienceUniversité de Rennes I2020Doctor of Philosophy - PhD, Computer Science
- Engineer's Degree, Telecommunications Engineeringsup'com2017Engineer's Degree, Telecommunications Engineering